class: center, middle, inverse, title-slide .title[ # Building interactive maps using Leaflet in R ] .author[ ### Kate Pyper ] --- ## This Session By the end of this session you'll be able to build maps like this: <div id="htmlwidget-da752ffe1b67989c691d" style="width:100%;height:75%;" class="leaflet html-widget"></div> <script type="application/json" data-for="htmlwidget-da752ffe1b67989c691d">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"https://openstreetmap.org/copyright/\">OpenStreetMap<\/a>, <a 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per 1,000 List 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Muirhead Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 8274","Practice: The Blue Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 7164","Practice: Aberfeldy And Kinloch Rannoch Medical Practice<br>\nCluster: North West Perthshire<br>\nList Size: 4831","Practice: Grove Health Centre<br>\nCluster: Dundee 2<br>\nList Size: 6442","Practice: Alyth Health Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 4560","Practice: Arbroath Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 9939","Practice: The Abbey Practice<br>\nCluster: Angus South East<br>\nList Size: 6970","Practice: East Practice, Springfield Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 4949","Practice: West Practice, Springfield Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 8602","Practice: St Margaret's Health Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 10876","Practice: Ardblair Medical Practice<br>\nCluster: Strathmore Cluster<br>\nList Size: 7895","Practice: Strathmore Surgery<br>\nCluster: Strathmore Cluster<br>\nList Size: 3907","Practice: Brechin Medical Practice<br>\nCluster: North East/Angus<br>\nList Size: 8699","Practice: Carnoustie Medical Group<br>\nCluster: Angus South West<br>\nList Size: 13120","Practice: Comrie Medical Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 2690","Practice: Coupar Angus Medical Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 6100","Practice: The Red Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 4109","Practice: Park Avenue Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 4715","Practice: Tay Court Surgery<br>\nCluster: Dundee 4<br>\nList Size: 10199","Practice: Ancrum One<br>\nCluster: Dundee 3<br>\nList Size: 5110","Practice: Taybank Medical Centre<br>\nCluster: Dundee 2<br>\nList Size: 9363","Practice: Coldside Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 9167","Practice: Westgate Medical Practice<br>\nCluster: Dundee 4<br>\nList Size: 12918","Practice: Newfield Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 5537","Practice: Princes Street Surgery<br>\nCluster: Dundee 2<br>\nList Size: 9308","Practice: Broughty Family Healthcare<br>\nCluster: Dundee 2<br>\nList Size: 9165","Practice: Hawkhill Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 11060","Practice: Family Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 8736","Practice: Erskine Practice<br>\nCluster: Dundee 1<br>\nList Size: 8036","Practice: Mill Practice<br>\nCluster: Dundee 1<br>\nList Size: 8684","Practice: Terra Nova Medical Practice LLP<br>\nCluster: Dundee 1<br>\nList Size: 6379","Practice: Downfield Surgery<br>\nCluster: Dundee 3<br>\nList Size: 8607","Practice: Hillbank Health Centre<br>\nCluster: Dundee 3<br>\nList Size: 8646","Practice: Maryfield Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 6727","Practice: Ancrum Medical Centre<br>\nCluster: Dundee 3<br>\nList Size: 5203","Practice: Nethergate Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 8984","Practice: Lochee Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 4752","Practice: Craigvinean Surgery<br>\nCluster: North West Perthshire<br>\nList Size: 4249","Practice: Edzell Health Centre<br>\nCluster: North East/Angus<br>\nList Size: 2714","Practice: The Carse Medical Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 3589","Practice: Ravenswood Surgery<br>\nCluster: North West Angus<br>\nList Size: 4634","Practice: Academy Medical Centre<br>\nCluster: North West Angus<br>\nList Size: 9093","Practice: Lour Road Group Practice<br>\nCluster: North West Angus<br>\nList Size: 7384","Practice: St Serf's Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 9676","Practice: Orwell Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 4715","Practice: Kirriemuir Medical Practice<br>\nCluster: North West Angus<br>\nList Size: 8938","Practice: Monifieth Medical Practice<br>\nCluster: Angus South West<br>\nList Size: 11371","Practice: Townhead Practice<br>\nCluster: North East/Angus<br>\nList Size: 7054","Practice: Castlegait Surgery<br>\nCluster: North East/Angus<br>\nList Size: 4841","Practice: Annat Bank Practice<br>\nCluster: North East/Angus<br>\nList Size: 5958","Practice: Kings Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 6572","Practice: Green Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 9649","Practice: Victoria Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 10981","Practice: The Lade Medical Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 3809","Practice: The Taymount Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 16241","Practice: Red Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 7313","Practice: Perth City Medical Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 9442","Practice: Yellow Practice, Drumhar Health Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 6772","Practice: Atholl Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4917","Practice: Stanley Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4309"],null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]},{"method":"addLegend","args":[{"colors":["#1E7F84 , #1E7F84 0.0355014534883542%, #4C7687 20.8644408914729%, #676C8A 41.6933803294574%, #7C608D 62.5223197674418%, #8E5191 83.3512592054263%, #9B4393 "],"labels":["0.125","0.130","0.135","0.140","0.145"],"na_color":null,"na_label":"NA","opacity":0.5,"position":"bottomleft","type":"numeric","title":"Practices per 1,000 List Size","extra":{"p_1":0.0003550145348835423,"p_n":0.8335125920542631},"layerId":null,"className":"info legend","group":"Practices per 1,000 List Size"}]},{"method":"addLegend","args":[{"colors":["#FFBF80","#FF8000","#FFFF99","#FFFF33","#B2FF8C","#33FF00","#A6EDFF","#1AB2FF","#CCBFFF","#664CFF","#FF99BF","#E61A33","#FFFFFF"],"labels":["Angus South East","Angus South West","Dundee 1","Dundee 2","Dundee 3","Dundee 4","Kinross/Errol/Bridge of Earn","North East/Angus","North West Angus","North West Perthshire","Perth City Cluster","Strathearn Cluster","Strathmore Cluster"],"na_color":null,"na_label":"NA","opacity":0.5,"position":"bottomleft","type":"factor","title":"GP Cluster","extra":null,"layerId":null,"className":"info legend","group":"GP Cluster"}]},{"method":"addLayersControl","args":[["Practices per 1,000 List Size","GP Cluster"],[],{"collapsed":false,"autoZIndex":true,"position":"topright"}]}],"limits":{"lat":[56.1324210609114,56.98681642343887],"lng":[-4.720444633037147,-2.421172734158051]}},"evals":[],"jsHooks":[]}</script> --- ## This Session During this section we will work through how to build a map in R using Leaflet (~ 1 hour) followed by a practice task for you to work on in small groups supported by the Geospatial Cross Team (~ 1 hour). In the first hour we will cover: - Reading in and manipulating shapefiles - Adding Base maps - Adding areas and point markers (with legends) - Adding and toggling layers Before joining this session you should have installed the geospatial packages on Posit, and also set up your .Rprofile to run the geospatial set up code. --- class: center, middle, inverse # Reading in and manipulating shapefiles --- # What are shapefiles? Shapefiles contain information on how locations look on a map. This is usually some set of coordinates that make up the boundaries of an area or set of areas. The shapefile is actually multiple files *with the same name* that link together to form a full picture of what the area looks like. For R the key files *needed at minimum* to construct a spatial object are: - `.shp` - this file contains the boundary definitions for a set of areas - `.dbf` - this file contains additional data relating to the same set of areas as in the `.shp` file - `.shx` - this is an index file which allows searching of the `.shp` file Shapefiles are available for a variety of area types in Posit in the `Shapefiles` sub folder of: ``` r geo_dir <- "/conf/linkage/output/lookups/Unicode/Geography/" ``` These shapefiles contain optional files which provides richer spatial information (`.prj`) and faster loading. --- # Reading in spatial data The package that is recommended for all things spatial is `{sf}`. `{sf}` treats spatial data in R as a type of data frame called a simple features data frame - the simple features are the (not so simple) definitions of how the data works as a map. To read in a shapefile as a simple features data frame, use the command `read_sf()` and supply the name of the `.shp` file - r will automatically pull in the rest of the files. To read in the locality level shape files: ``` r library(sf) library(readr) library(dplyr) locality_shp <- read_sf(file.path(geo_dir, "Shapefiles/HSCP Locality (Datazone2011 Base)/HSCP_Locality.shp")) ``` This looks like a data frame, and can be treated in generally the same way as a data frame (with some additional quirks!) - The column `geometry` contains the information on the area boundaries which comes from the `.shp` file - The rest of the columns come from information in the `.dbf` file --- # The Coordinate Reference System (CRS) When you read in a shapefile it will have an associated coordinate system in place. you can check what this coordinate system is: ``` r st_crs(locality_shp) ``` ``` ## Coordinate Reference System: ## User input: OSGB 1936 / British National Grid ## wkt: ## PROJCRS["OSGB 1936 / British National Grid", .... ``` Our shapefile is on an ordnance survey grid - usually, we want to have a geography data in latitude longitude format. This corresponds to a coordinate reference system called EPSG:4326. To transform to this coordinate system use `st_transform()`: ``` r locality_shp <- st_transform(locality_shp, crs = 4326) st_crs(locality_shp) ``` ``` ## Coordinate Reference System: ## User input: EPSG:4326 ## wkt: ## GEOGCRS["WGS 84", .... ``` --- # Manipulating spatial data In general you can use a simple features data frame in the same way as any other data frame - including using `{dplyr}` verbs like `filter()`, `mutate()` and `select()` (`select()` will automatically select the `geometry` column) The main operation where you need to be a bit careful is when using joins, as these have an effect on the object type. The rule for these is that *the spatial object has to come first*. When the spatial object comes first spatial attributes stay in place: ``` r locality_lookup <- readr::read_csv(file.path(geo_dir, "/HSCP Locality/HSCP Localities_DZ11_Lookup_20240513.csv")) left_join(locality_shp, locality_lookup, by = join_by(hscp_local == hscp_locality)) ``` ``` ## Simple feature collection with 6976 features and 19 fields ## Geometry type: MULTIPOLYGON ## Dimension: XY ## Bounding box: xmin: -8.650007 ymin: 54.63324 xmax: -0.7246094 ymax: 60.86077 .... ``` When the spatial object comes second they don't: ``` r left_join(locality_lookup, locality_shp, by = join_by(hscp_locality == hscp_local)) ``` ``` ## # A tibble: 6,976 × 20 ## datazone2011 datazone2011name hscp_locality hscp2019name hscp2019 hscp2018 ## <chr> <chr> <chr> <chr> <chr> <chr> ## 1 S01006506 Culter - 01 Aberdeen Sou… Aberdeen Ci… S370000… S370000… .... ``` --- class: center, middle, inverse2 # Building a basic map --- # Base maps One of the benefits to using leaflet is being able to add spatial information on top of a map of the area you are looking at. This is called the base map, and there are a few you can choose from. To add the default base map: ``` r library(leaflet) leaflet() %>% # set up map addTiles() ``` <div class="leaflet html-widget html-fill-item" id="htmlwidget-6a9877b11da2764ab850" style="width:100%;height:252px;"></div> <script type="application/json" data-for="htmlwidget-6a9877b11da2764ab850">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"https://openstreetmap.org/copyright/\">OpenStreetMap<\/a>, <a href=\"https://opendatacommons.org/licenses/odbl/\">ODbL<\/a>"}]}]},"evals":[],"jsHooks":[]}</script> --- # Base maps If you want to add a different base map ([you can view available base maps here](https://leaflet-extras.github.io/leaflet-providers/preview/)): ``` r leaflet() %>% addProviderTiles("Esri.WorldImagery") ``` <div class="leaflet html-widget html-fill-item" id="htmlwidget-498b41f7f03c31ffc49c" style="width:100%;height:252px;"></div> <script type="application/json" data-for="htmlwidget-498b41f7f03c31ffc49c">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addProviderTiles","args":["Esri.WorldImagery",null,null,{"errorTileUrl":"","noWrap":false,"detectRetina":false}]}]},"evals":[],"jsHooks":[]}</script> --- # Markers To add markers to your plot all you need is a set of coordinates containing latitude and longitude. There are a few different types of markers that you can add: - Circle markers - These are equivalent to adding points to a map, can vary size and colour, add labels and pop-ups. - Markers - These are location markers. There is a bit of work involved in customising these. - Awesome Markers - These are location markers that can be customised easily. These will be demonstrated using the GP practice information: ``` r gpprac ``` ``` ## # A tibble: 60 × 17 ## PracticeCode GPPracticeName PracticeListSize AddressLine1 AddressLine2 ## <dbl> <chr> <dbl> <chr> <chr> ## 1 10002 Muirhead Medical Cen… 8274 Muirhead Me… Liff Road .... ``` --- # Circle Markers ``` r leaflet() %>% addTiles() %>% addCircleMarkers(data = gpprac, radius = 1, popup = glue::glue("Practice: {gpprac$GPPracticeName}<br> Cluster: {gpprac$GPCluster}<br> List Size: {gpprac$PracticeListSize}")) ``` <div class="leaflet html-widget html-fill-item" id="htmlwidget-540f9e4d6473fae94b58" style="width:100%;height:252px;"></div> <script type="application/json" data-for="htmlwidget-540f9e4d6473fae94b58">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"https://openstreetmap.org/copyright/\">OpenStreetMap<\/a>, <a 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Muirhead Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 8274","Practice: The Blue Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 7164","Practice: Aberfeldy And Kinloch Rannoch Medical Practice<br>\nCluster: North West Perthshire<br>\nList Size: 4831","Practice: Grove Health Centre<br>\nCluster: Dundee 2<br>\nList Size: 6442","Practice: Alyth Health Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 4560","Practice: Arbroath Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 9939","Practice: The Abbey Practice<br>\nCluster: Angus South East<br>\nList Size: 6970","Practice: East Practice, Springfield Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 4949","Practice: West Practice, Springfield Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 8602","Practice: St Margaret's Health Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 10876","Practice: Ardblair Medical Practice<br>\nCluster: Strathmore Cluster<br>\nList Size: 7895","Practice: Strathmore Surgery<br>\nCluster: Strathmore Cluster<br>\nList Size: 3907","Practice: Brechin Medical Practice<br>\nCluster: North East/Angus<br>\nList Size: 8699","Practice: Carnoustie Medical Group<br>\nCluster: Angus South West<br>\nList Size: 13120","Practice: Comrie Medical Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 2690","Practice: Coupar Angus Medical Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 6100","Practice: The Red Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 4109","Practice: Park Avenue Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 4715","Practice: Tay Court Surgery<br>\nCluster: Dundee 4<br>\nList Size: 10199","Practice: Ancrum One<br>\nCluster: Dundee 3<br>\nList Size: 5110","Practice: Taybank Medical Centre<br>\nCluster: Dundee 2<br>\nList Size: 9363","Practice: Coldside Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 9167","Practice: Westgate Medical Practice<br>\nCluster: Dundee 4<br>\nList Size: 12918","Practice: Newfield Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 5537","Practice: Princes Street Surgery<br>\nCluster: Dundee 2<br>\nList Size: 9308","Practice: Broughty Family Healthcare<br>\nCluster: Dundee 2<br>\nList Size: 9165","Practice: Hawkhill Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 11060","Practice: Family Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 8736","Practice: Erskine Practice<br>\nCluster: Dundee 1<br>\nList Size: 8036","Practice: Mill Practice<br>\nCluster: Dundee 1<br>\nList Size: 8684","Practice: Terra Nova Medical Practice LLP<br>\nCluster: Dundee 1<br>\nList Size: 6379","Practice: Downfield Surgery<br>\nCluster: Dundee 3<br>\nList Size: 8607","Practice: Hillbank Health Centre<br>\nCluster: Dundee 3<br>\nList Size: 8646","Practice: Maryfield Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 6727","Practice: Ancrum Medical Centre<br>\nCluster: Dundee 3<br>\nList Size: 5203","Practice: Nethergate Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 8984","Practice: Lochee Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 4752","Practice: Craigvinean Surgery<br>\nCluster: North West Perthshire<br>\nList Size: 4249","Practice: Edzell Health Centre<br>\nCluster: North East/Angus<br>\nList Size: 2714","Practice: The Carse Medical Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 3589","Practice: Ravenswood Surgery<br>\nCluster: North West Angus<br>\nList Size: 4634","Practice: Academy Medical Centre<br>\nCluster: North West Angus<br>\nList Size: 9093","Practice: Lour Road Group Practice<br>\nCluster: North West Angus<br>\nList Size: 7384","Practice: St Serf's Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 9676","Practice: Orwell Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 4715","Practice: Kirriemuir Medical Practice<br>\nCluster: North West Angus<br>\nList Size: 8938","Practice: Monifieth Medical Practice<br>\nCluster: Angus South West<br>\nList Size: 11371","Practice: Townhead Practice<br>\nCluster: North East/Angus<br>\nList Size: 7054","Practice: Castlegait Surgery<br>\nCluster: North East/Angus<br>\nList Size: 4841","Practice: Annat Bank Practice<br>\nCluster: North East/Angus<br>\nList Size: 5958","Practice: Kings Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 6572","Practice: Green Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 9649","Practice: Victoria Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 10981","Practice: The Lade Medical Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 3809","Practice: The Taymount Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 16241","Practice: Red Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 7313","Practice: Perth City Medical Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 9442","Practice: Yellow Practice, Drumhar Health Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 6772","Practice: Atholl Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4917","Practice: Stanley Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4309"],null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[56.21507349,56.81099713],"lng":[-3.97743433,-2.45642827]}},"evals":[],"jsHooks":[]}</script> --- # Markers ``` r leaflet() %>% addTiles() %>% addMarkers(data = gpprac, popup = glue::glue("Practice: {gpprac$GPPracticeName}<br> Cluster: {gpprac$GPCluster}<br> List Size: {gpprac$PracticeListSize}")) ``` <div class="leaflet html-widget html-fill-item" id="htmlwidget-b149f7b233566322f7fa" style="width:100%;height:252px;"></div> <script type="application/json" data-for="htmlwidget-b149f7b233566322f7fa">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"https://openstreetmap.org/copyright/\">OpenStreetMap<\/a>, <a href=\"https://opendatacommons.org/licenses/odbl/\">ODbL<\/a>"}]},{"method":"addMarkers","args":[[56.49560555,56.37042969,56.61851494,56.46866908,56.61812281,56.55900755,56.56077979,56.56066236,56.56066236,56.2928867,56.58643136,56.58918062,56.73382044,56.50039961,56.36963748,56.54489901,56.37042969,56.47124832,56.4591741,56.46864437,56.46755314,56.47575747,56.46621328,56.48963315,56.46705158,56.46660506,56.45730761,56.47964643,56.46935866,56.46935866,56.4713981,56.4877502,56.46840408,56.473483,56.46864437,56.45766548,56.47068386,56.56188854,56.81099713,56.40303231,56.64275632,56.64425545,56.64226195,56.21507349,56.21507349,56.67296749,56.48629467,56.71009638,56.71009638,56.71009638,56.39443688,56.39771387,56.39443688,56.39820277,56.39534537,56.39771387,56.39481818,56.39820277,56.70172778,56.48206075],[-3.06605916,-3.84265999,-3.87054164,-2.88305884,-3.22914374,-2.58085648,-2.58034673,-2.57855522,-2.57855522,-3.71724995,-3.34569019,-3.34070738,-2.65095733,-2.73442748,-3.97743433,-3.26573907,-3.84265999,-2.95574209,-2.97754025,-3.00669165,-2.95723984,-2.98121344,-3.04536917,-2.91727669,-2.95820106,-2.87765494,-2.99084668,-2.91063877,-2.96077508,-2.96077508,-2.95845667,-2.99271206,-2.97488832,-2.95722679,-3.00669165,-2.97630072,-3.00890453,-3.58612159,-2.65666824,-3.19842972,-2.88953708,-2.88213662,-2.88579145,-3.42559116,-3.42559116,-3.00666892,-2.82317434,-2.45642827,-2.45642827,-2.45642827,-3.44586489,-3.44454715,-3.44586489,-3.43571917,-3.45116473,-3.44454715,-3.43935037,-3.43571917,-3.7367142,-3.44425982],null,null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},["Practice: Muirhead Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 8274","Practice: The Blue Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 7164","Practice: Aberfeldy And Kinloch Rannoch Medical Practice<br>\nCluster: North West Perthshire<br>\nList Size: 4831","Practice: Grove Health Centre<br>\nCluster: Dundee 2<br>\nList Size: 6442","Practice: Alyth Health Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 4560","Practice: Arbroath Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 9939","Practice: The Abbey Practice<br>\nCluster: Angus South East<br>\nList Size: 6970","Practice: East Practice, Springfield Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 4949","Practice: West Practice, Springfield Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 8602","Practice: St Margaret's Health Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 10876","Practice: Ardblair Medical Practice<br>\nCluster: Strathmore Cluster<br>\nList Size: 7895","Practice: Strathmore Surgery<br>\nCluster: Strathmore Cluster<br>\nList Size: 3907","Practice: Brechin Medical Practice<br>\nCluster: North East/Angus<br>\nList Size: 8699","Practice: Carnoustie Medical Group<br>\nCluster: Angus South West<br>\nList Size: 13120","Practice: Comrie Medical Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 2690","Practice: Coupar Angus Medical Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 6100","Practice: The Red Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 4109","Practice: Park Avenue Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 4715","Practice: Tay Court Surgery<br>\nCluster: Dundee 4<br>\nList Size: 10199","Practice: Ancrum One<br>\nCluster: Dundee 3<br>\nList Size: 5110","Practice: Taybank Medical Centre<br>\nCluster: Dundee 2<br>\nList Size: 9363","Practice: Coldside Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 9167","Practice: Westgate Medical Practice<br>\nCluster: Dundee 4<br>\nList Size: 12918","Practice: Newfield Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 5537","Practice: Princes Street Surgery<br>\nCluster: Dundee 2<br>\nList Size: 9308","Practice: Broughty Family Healthcare<br>\nCluster: Dundee 2<br>\nList Size: 9165","Practice: Hawkhill Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 11060","Practice: Family Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 8736","Practice: Erskine Practice<br>\nCluster: Dundee 1<br>\nList Size: 8036","Practice: Mill Practice<br>\nCluster: Dundee 1<br>\nList Size: 8684","Practice: Terra Nova Medical Practice LLP<br>\nCluster: Dundee 1<br>\nList Size: 6379","Practice: Downfield Surgery<br>\nCluster: Dundee 3<br>\nList Size: 8607","Practice: Hillbank Health Centre<br>\nCluster: Dundee 3<br>\nList Size: 8646","Practice: Maryfield Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 6727","Practice: Ancrum Medical Centre<br>\nCluster: Dundee 3<br>\nList Size: 5203","Practice: Nethergate Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 8984","Practice: Lochee Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 4752","Practice: Craigvinean Surgery<br>\nCluster: North West Perthshire<br>\nList Size: 4249","Practice: Edzell Health Centre<br>\nCluster: North East/Angus<br>\nList Size: 2714","Practice: The Carse Medical Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 3589","Practice: Ravenswood Surgery<br>\nCluster: North West Angus<br>\nList Size: 4634","Practice: Academy Medical Centre<br>\nCluster: North West Angus<br>\nList Size: 9093","Practice: Lour Road Group Practice<br>\nCluster: North West Angus<br>\nList Size: 7384","Practice: St Serf's Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 9676","Practice: Orwell Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 4715","Practice: Kirriemuir Medical Practice<br>\nCluster: North West Angus<br>\nList Size: 8938","Practice: Monifieth Medical Practice<br>\nCluster: Angus South West<br>\nList Size: 11371","Practice: Townhead Practice<br>\nCluster: North East/Angus<br>\nList Size: 7054","Practice: Castlegait Surgery<br>\nCluster: North East/Angus<br>\nList Size: 4841","Practice: Annat Bank Practice<br>\nCluster: North East/Angus<br>\nList Size: 5958","Practice: Kings Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 6572","Practice: Green Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 9649","Practice: Victoria Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 10981","Practice: The Lade Medical Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 3809","Practice: The Taymount Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 16241","Practice: Red Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 7313","Practice: Perth City Medical Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 9442","Practice: Yellow Practice, Drumhar Health Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 6772","Practice: Atholl Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4917","Practice: Stanley Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4309"],null,null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[56.21507349,56.81099713],"lng":[-3.97743433,-2.45642827]}},"evals":[],"jsHooks":[]}</script> --- # Awesome Markers ``` r leaflet() %>% addTiles() %>% addAwesomeMarkers(data = gpprac, icon = awesomeIcons(markerColor = "red", icon = "glyphicon-plus"), popup = glue::glue("Practice: {gpprac$GPPracticeName}<br> Cluster: {gpprac$GPCluster}<br> List Size: {gpprac$PracticeListSize}")) ``` <div class="leaflet html-widget html-fill-item" id="htmlwidget-257535b5a1a60f395abf" style="width:100%;height:252px;"></div> <script type="application/json" data-for="htmlwidget-257535b5a1a60f395abf">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"https://openstreetmap.org/copyright/\">OpenStreetMap<\/a>, <a href=\"https://opendatacommons.org/licenses/odbl/\">ODbL<\/a>"}]},{"method":"addAwesomeMarkers","args":[[56.49560555,56.37042969,56.61851494,56.46866908,56.61812281,56.55900755,56.56077979,56.56066236,56.56066236,56.2928867,56.58643136,56.58918062,56.73382044,56.50039961,56.36963748,56.54489901,56.37042969,56.47124832,56.4591741,56.46864437,56.46755314,56.47575747,56.46621328,56.48963315,56.46705158,56.46660506,56.45730761,56.47964643,56.46935866,56.46935866,56.4713981,56.4877502,56.46840408,56.473483,56.46864437,56.45766548,56.47068386,56.56188854,56.81099713,56.40303231,56.64275632,56.64425545,56.64226195,56.21507349,56.21507349,56.67296749,56.48629467,56.71009638,56.71009638,56.71009638,56.39443688,56.39771387,56.39443688,56.39820277,56.39534537,56.39771387,56.39481818,56.39820277,56.70172778,56.48206075],[-3.06605916,-3.84265999,-3.87054164,-2.88305884,-3.22914374,-2.58085648,-2.58034673,-2.57855522,-2.57855522,-3.71724995,-3.34569019,-3.34070738,-2.65095733,-2.73442748,-3.97743433,-3.26573907,-3.84265999,-2.95574209,-2.97754025,-3.00669165,-2.95723984,-2.98121344,-3.04536917,-2.91727669,-2.95820106,-2.87765494,-2.99084668,-2.91063877,-2.96077508,-2.96077508,-2.95845667,-2.99271206,-2.97488832,-2.95722679,-3.00669165,-2.97630072,-3.00890453,-3.58612159,-2.65666824,-3.19842972,-2.88953708,-2.88213662,-2.88579145,-3.42559116,-3.42559116,-3.00666892,-2.82317434,-2.45642827,-2.45642827,-2.45642827,-3.44586489,-3.44454715,-3.44586489,-3.43571917,-3.45116473,-3.44454715,-3.43935037,-3.43571917,-3.7367142,-3.44425982],{"icon":"glyphicon-plus","markerColor":"red","iconColor":"white","spin":false,"squareMarker":false,"iconRotate":0,"font":"monospace","prefix":"glyphicon"},null,null,{"interactive":true,"draggable":false,"keyboard":true,"title":"","alt":"","zIndexOffset":0,"opacity":1,"riseOnHover":false,"riseOffset":250},["Practice: Muirhead Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 8274","Practice: The Blue Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 7164","Practice: Aberfeldy And Kinloch Rannoch Medical Practice<br>\nCluster: North West Perthshire<br>\nList Size: 4831","Practice: Grove Health Centre<br>\nCluster: Dundee 2<br>\nList Size: 6442","Practice: Alyth Health Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 4560","Practice: Arbroath Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 9939","Practice: The Abbey Practice<br>\nCluster: Angus South East<br>\nList Size: 6970","Practice: East Practice, Springfield Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 4949","Practice: West Practice, Springfield Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 8602","Practice: St Margaret's Health Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 10876","Practice: Ardblair Medical Practice<br>\nCluster: Strathmore Cluster<br>\nList Size: 7895","Practice: Strathmore Surgery<br>\nCluster: Strathmore Cluster<br>\nList Size: 3907","Practice: Brechin Medical Practice<br>\nCluster: North East/Angus<br>\nList Size: 8699","Practice: Carnoustie Medical Group<br>\nCluster: Angus South West<br>\nList Size: 13120","Practice: Comrie Medical Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 2690","Practice: Coupar Angus Medical Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 6100","Practice: The Red Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 4109","Practice: Park Avenue Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 4715","Practice: Tay Court Surgery<br>\nCluster: Dundee 4<br>\nList Size: 10199","Practice: Ancrum One<br>\nCluster: Dundee 3<br>\nList Size: 5110","Practice: Taybank Medical Centre<br>\nCluster: Dundee 2<br>\nList Size: 9363","Practice: Coldside Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 9167","Practice: Westgate Medical Practice<br>\nCluster: Dundee 4<br>\nList Size: 12918","Practice: Newfield Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 5537","Practice: Princes Street Surgery<br>\nCluster: Dundee 2<br>\nList Size: 9308","Practice: Broughty Family Healthcare<br>\nCluster: Dundee 2<br>\nList Size: 9165","Practice: Hawkhill Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 11060","Practice: Family Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 8736","Practice: Erskine Practice<br>\nCluster: Dundee 1<br>\nList Size: 8036","Practice: Mill Practice<br>\nCluster: Dundee 1<br>\nList Size: 8684","Practice: Terra Nova Medical Practice LLP<br>\nCluster: Dundee 1<br>\nList Size: 6379","Practice: Downfield Surgery<br>\nCluster: Dundee 3<br>\nList Size: 8607","Practice: Hillbank Health Centre<br>\nCluster: Dundee 3<br>\nList Size: 8646","Practice: Maryfield Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 6727","Practice: Ancrum Medical Centre<br>\nCluster: Dundee 3<br>\nList Size: 5203","Practice: Nethergate Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 8984","Practice: Lochee Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 4752","Practice: Craigvinean Surgery<br>\nCluster: North West Perthshire<br>\nList Size: 4249","Practice: Edzell Health Centre<br>\nCluster: North East/Angus<br>\nList Size: 2714","Practice: The Carse Medical Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 3589","Practice: Ravenswood Surgery<br>\nCluster: North West Angus<br>\nList Size: 4634","Practice: Academy Medical Centre<br>\nCluster: North West Angus<br>\nList Size: 9093","Practice: Lour Road Group Practice<br>\nCluster: North West Angus<br>\nList Size: 7384","Practice: St Serf's Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 9676","Practice: Orwell Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 4715","Practice: Kirriemuir Medical Practice<br>\nCluster: North West Angus<br>\nList Size: 8938","Practice: Monifieth Medical Practice<br>\nCluster: Angus South West<br>\nList Size: 11371","Practice: Townhead Practice<br>\nCluster: North East/Angus<br>\nList Size: 7054","Practice: Castlegait Surgery<br>\nCluster: North East/Angus<br>\nList Size: 4841","Practice: Annat Bank Practice<br>\nCluster: North East/Angus<br>\nList Size: 5958","Practice: Kings Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 6572","Practice: Green Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 9649","Practice: Victoria Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 10981","Practice: The Lade Medical Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 3809","Practice: The Taymount Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 16241","Practice: Red Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 7313","Practice: Perth City Medical Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 9442","Practice: Yellow Practice, Drumhar Health Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 6772","Practice: Atholl Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4917","Practice: Stanley Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4309"],null,null,null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[56.21507349,56.81099713],"lng":[-3.97743433,-2.45642827]}},"evals":[],"jsHooks":[]}</script> --- # Customizing colour based on data ``` r pal <- colorFactor(scales::pal_dichromat("Categorical.12")(length(unique(gpprac$GPCluster))), gpprac$GPCluster) leaflet() %>% addTiles() %>% addCircleMarkers(data = gpprac, color = pal(gpprac$GPCluster), radius = 2, fillOpacity = 1, opacity = 1, popup = glue::glue("Practice: {gpprac$GPPracticeName}<br> Cluster: {gpprac$GPCluster}<br> List Size: {gpprac$PracticeListSize}")) ``` <div class="leaflet html-widget html-fill-item" id="htmlwidget-411c4f306c686ad99245" style="width:100%;height:252px;"></div> <script type="application/json" data-for="htmlwidget-411c4f306c686ad99245">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,null,{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"https://openstreetmap.org/copyright/\">OpenStreetMap<\/a>, <a 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Muirhead Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 8274","Practice: The Blue Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 7164","Practice: Aberfeldy And Kinloch Rannoch Medical Practice<br>\nCluster: North West Perthshire<br>\nList Size: 4831","Practice: Grove Health Centre<br>\nCluster: Dundee 2<br>\nList Size: 6442","Practice: Alyth Health Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 4560","Practice: Arbroath Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 9939","Practice: The Abbey Practice<br>\nCluster: Angus South East<br>\nList Size: 6970","Practice: East Practice, Springfield Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 4949","Practice: West Practice, Springfield Medical Centre<br>\nCluster: Angus South East<br>\nList Size: 8602","Practice: St Margaret's Health Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 10876","Practice: Ardblair Medical Practice<br>\nCluster: Strathmore Cluster<br>\nList Size: 7895","Practice: Strathmore Surgery<br>\nCluster: Strathmore Cluster<br>\nList Size: 3907","Practice: Brechin Medical Practice<br>\nCluster: North East/Angus<br>\nList Size: 8699","Practice: Carnoustie Medical Group<br>\nCluster: Angus South West<br>\nList Size: 13120","Practice: Comrie Medical Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 2690","Practice: Coupar Angus Medical Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 6100","Practice: The Red Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 4109","Practice: Park Avenue Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 4715","Practice: Tay Court Surgery<br>\nCluster: Dundee 4<br>\nList Size: 10199","Practice: Ancrum One<br>\nCluster: Dundee 3<br>\nList Size: 5110","Practice: Taybank Medical Centre<br>\nCluster: Dundee 2<br>\nList Size: 9363","Practice: Coldside Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 9167","Practice: Westgate Medical Practice<br>\nCluster: Dundee 4<br>\nList Size: 12918","Practice: Newfield Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 5537","Practice: Princes Street Surgery<br>\nCluster: Dundee 2<br>\nList Size: 9308","Practice: Broughty Family Healthcare<br>\nCluster: Dundee 2<br>\nList Size: 9165","Practice: Hawkhill Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 11060","Practice: Family Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 8736","Practice: Erskine Practice<br>\nCluster: Dundee 1<br>\nList Size: 8036","Practice: Mill Practice<br>\nCluster: Dundee 1<br>\nList Size: 8684","Practice: Terra Nova Medical Practice LLP<br>\nCluster: Dundee 1<br>\nList Size: 6379","Practice: Downfield Surgery<br>\nCluster: Dundee 3<br>\nList Size: 8607","Practice: Hillbank Health Centre<br>\nCluster: Dundee 3<br>\nList Size: 8646","Practice: Maryfield Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 6727","Practice: Ancrum Medical Centre<br>\nCluster: Dundee 3<br>\nList Size: 5203","Practice: Nethergate Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 8984","Practice: Lochee Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 4752","Practice: Craigvinean Surgery<br>\nCluster: North West Perthshire<br>\nList Size: 4249","Practice: Edzell Health Centre<br>\nCluster: North East/Angus<br>\nList Size: 2714","Practice: The Carse Medical Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 3589","Practice: Ravenswood Surgery<br>\nCluster: North West Angus<br>\nList Size: 4634","Practice: Academy Medical Centre<br>\nCluster: North West Angus<br>\nList Size: 9093","Practice: Lour Road Group Practice<br>\nCluster: North West Angus<br>\nList Size: 7384","Practice: St Serf's Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 9676","Practice: Orwell Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 4715","Practice: Kirriemuir Medical Practice<br>\nCluster: North West Angus<br>\nList Size: 8938","Practice: Monifieth Medical Practice<br>\nCluster: Angus South West<br>\nList Size: 11371","Practice: Townhead Practice<br>\nCluster: North East/Angus<br>\nList Size: 7054","Practice: Castlegait Surgery<br>\nCluster: North East/Angus<br>\nList Size: 4841","Practice: Annat Bank Practice<br>\nCluster: North East/Angus<br>\nList Size: 5958","Practice: Kings Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 6572","Practice: Green Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 9649","Practice: Victoria Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 10981","Practice: The Lade Medical Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 3809","Practice: The Taymount Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 16241","Practice: Red Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 7313","Practice: Perth City Medical Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 9442","Practice: Yellow Practice, Drumhar Health Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 6772","Practice: Atholl Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4917","Practice: Stanley Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4309"],null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[56.21507349,56.81099713],"lng":[-3.97743433,-2.45642827]}},"evals":[],"jsHooks":[]}</script> --- # Areas We can also add in areas to the map. These can be filled with a colour that we specify manually, or it can be filled using a colour palette. To the previous map showing GP practices, let's add HSCP boundaries coloured by the number of GP practices per 1,000 list size. ``` r HSCP_shp <- read_sf(file.path(geo_dir, "Shapefiles/HSCP 2019/SG_NHS_IntegrationAuthority_2019.shp")) %>% st_transform(crs = 4326) list_rate <- gpprac %>% group_by(HSCP) %>% summarise(Rate = 1000 * n()/sum(PracticeListSize)) %>% right_join(HSCP_shp, ., by = join_by(HIACode == HSCP)) pal_clus <- colorFactor(scales::pal_dichromat("Categorical.12")(length(unique(gpprac$GPCluster))), gpprac$GPCluster) pal_pop <- colorNumeric(phsstyles::phs_colors(c("phs-teal", "phs-magenta")), list_rate$Rate) leaflet() %>% addTiles() %>% # Always add polygons first otherwise you cover up the points addPolygons(data = list_rate, color = ~pal_pop(Rate)) %>% addCircleMarkers(data = gpprac, color = ~pal_clus(GPCluster), radius = 2, fillOpacity = 1, opacity = 1, popup = glue::glue("Practice: {gpprac$GPPracticeName}<br> Cluster: {gpprac$GPCluster}<br> List Size: 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7895","Practice: Strathmore Surgery<br>\nCluster: Strathmore Cluster<br>\nList Size: 3907","Practice: Brechin Medical Practice<br>\nCluster: North East/Angus<br>\nList Size: 8699","Practice: Carnoustie Medical Group<br>\nCluster: Angus South West<br>\nList Size: 13120","Practice: Comrie Medical Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 2690","Practice: Coupar Angus Medical Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 6100","Practice: The Red Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 4109","Practice: Park Avenue Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 4715","Practice: Tay Court Surgery<br>\nCluster: Dundee 4<br>\nList Size: 10199","Practice: Ancrum One<br>\nCluster: Dundee 3<br>\nList Size: 5110","Practice: Taybank Medical Centre<br>\nCluster: Dundee 2<br>\nList Size: 9363","Practice: Coldside Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 9167","Practice: Westgate Medical Practice<br>\nCluster: Dundee 4<br>\nList Size: 12918","Practice: Newfield Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 5537","Practice: Princes Street Surgery<br>\nCluster: Dundee 2<br>\nList Size: 9308","Practice: Broughty Family Healthcare<br>\nCluster: Dundee 2<br>\nList Size: 9165","Practice: Hawkhill Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 11060","Practice: Family Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 8736","Practice: Erskine Practice<br>\nCluster: Dundee 1<br>\nList Size: 8036","Practice: Mill Practice<br>\nCluster: Dundee 1<br>\nList Size: 8684","Practice: Terra Nova Medical Practice LLP<br>\nCluster: Dundee 1<br>\nList Size: 6379","Practice: Downfield Surgery<br>\nCluster: Dundee 3<br>\nList Size: 8607","Practice: Hillbank Health Centre<br>\nCluster: Dundee 3<br>\nList Size: 8646","Practice: Maryfield Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 6727","Practice: Ancrum Medical Centre<br>\nCluster: Dundee 3<br>\nList Size: 5203","Practice: Nethergate Medical Centre<br>\nCluster: 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West<br>\nList Size: 11371","Practice: Townhead Practice<br>\nCluster: North East/Angus<br>\nList Size: 7054","Practice: Castlegait Surgery<br>\nCluster: North East/Angus<br>\nList Size: 4841","Practice: Annat Bank Practice<br>\nCluster: North East/Angus<br>\nList Size: 5958","Practice: Kings Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 6572","Practice: Green Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 9649","Practice: Victoria Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 10981","Practice: The Lade Medical Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 3809","Practice: The Taymount Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 16241","Practice: Red Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 7313","Practice: Perth City Medical Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 9442","Practice: Yellow Practice, Drumhar Health Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 6772","Practice: Atholl Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4917","Practice: Stanley Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4309"],null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]}],"limits":{"lat":[56.1324210609114,56.98681642343887],"lng":[-4.720444633037147,-2.421172734158051]}},"evals":[],"jsHooks":[]}</script> --- # Legends We have to manually add legends to leaflet plots. We do this using `addLegend()` ``` r leaflet(height = "75%") %>% # Altered height to make the legends fit addTiles() %>% # Always add polygons first otherwise you cover up the points addPolygons(data = list_rate, color = ~pal_pop(Rate)) %>% addCircleMarkers(data = gpprac, color = ~pal_clus(GPCluster), radius = 2, fillOpacity = 1, opacity = 1, popup = glue::glue("Practice: {gpprac$GPPracticeName}<br> Cluster: {gpprac$GPCluster}<br> List Size: {gpprac$PracticeListSize}")) %>% addLegend(position = "topright", title = "Practices per 1,000 List Size", pal = pal_pop, values = list_rate$Rate) %>% addLegend(position = "bottomright", title = "GP Cluster", pal = pal_clus, values = gpprac$GPCluster) ``` --- # Legends <div id="htmlwidget-01fb395b4b0f7b4028f3" style="width:100%;height:75%;" class="leaflet html-widget"></div> <script type="application/json" 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7895","Practice: Strathmore Surgery<br>\nCluster: Strathmore Cluster<br>\nList Size: 3907","Practice: Brechin Medical Practice<br>\nCluster: North East/Angus<br>\nList Size: 8699","Practice: Carnoustie Medical Group<br>\nCluster: Angus South West<br>\nList Size: 13120","Practice: Comrie Medical Centre<br>\nCluster: Strathearn Cluster<br>\nList Size: 2690","Practice: Coupar Angus Medical Centre<br>\nCluster: Strathmore Cluster<br>\nList Size: 6100","Practice: The Red Practice<br>\nCluster: Strathearn Cluster<br>\nList Size: 4109","Practice: Park Avenue Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 4715","Practice: Tay Court Surgery<br>\nCluster: Dundee 4<br>\nList Size: 10199","Practice: Ancrum One<br>\nCluster: Dundee 3<br>\nList Size: 5110","Practice: Taybank Medical Centre<br>\nCluster: Dundee 2<br>\nList Size: 9363","Practice: Coldside Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 9167","Practice: Westgate Medical Practice<br>\nCluster: Dundee 4<br>\nList Size: 12918","Practice: Newfield Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 5537","Practice: Princes Street Surgery<br>\nCluster: Dundee 2<br>\nList Size: 9308","Practice: Broughty Family Healthcare<br>\nCluster: Dundee 2<br>\nList Size: 9165","Practice: Hawkhill Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 11060","Practice: Family Medical Group<br>\nCluster: Dundee 1<br>\nList Size: 8736","Practice: Erskine Practice<br>\nCluster: Dundee 1<br>\nList Size: 8036","Practice: Mill Practice<br>\nCluster: Dundee 1<br>\nList Size: 8684","Practice: Terra Nova Medical Practice LLP<br>\nCluster: Dundee 1<br>\nList Size: 6379","Practice: Downfield Surgery<br>\nCluster: Dundee 3<br>\nList Size: 8607","Practice: Hillbank Health Centre<br>\nCluster: Dundee 3<br>\nList Size: 8646","Practice: Maryfield Medical Centre<br>\nCluster: Dundee 1<br>\nList Size: 6727","Practice: Ancrum Medical Centre<br>\nCluster: Dundee 3<br>\nList Size: 5203","Practice: Nethergate Medical Centre<br>\nCluster: Dundee 4<br>\nList Size: 8984","Practice: Lochee Medical Practice<br>\nCluster: Dundee 3<br>\nList Size: 4752","Practice: Craigvinean Surgery<br>\nCluster: North West Perthshire<br>\nList Size: 4249","Practice: Edzell Health Centre<br>\nCluster: North East/Angus<br>\nList Size: 2714","Practice: The Carse Medical Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 3589","Practice: Ravenswood Surgery<br>\nCluster: North West Angus<br>\nList Size: 4634","Practice: Academy Medical Centre<br>\nCluster: North West Angus<br>\nList Size: 9093","Practice: Lour Road Group Practice<br>\nCluster: North West Angus<br>\nList Size: 7384","Practice: St Serf's Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 9676","Practice: Orwell Practice<br>\nCluster: Kinross/Errol/Bridge of Earn<br>\nList Size: 4715","Practice: Kirriemuir Medical Practice<br>\nCluster: North West Angus<br>\nList Size: 8938","Practice: Monifieth Medical Practice<br>\nCluster: Angus South West<br>\nList Size: 11371","Practice: Townhead Practice<br>\nCluster: North East/Angus<br>\nList Size: 7054","Practice: Castlegait Surgery<br>\nCluster: North East/Angus<br>\nList Size: 4841","Practice: Annat Bank Practice<br>\nCluster: North East/Angus<br>\nList Size: 5958","Practice: Kings Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 6572","Practice: Green Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 9649","Practice: Victoria Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 10981","Practice: The Lade Medical Practice<br>\nCluster: Perth City Cluster<br>\nList Size: 3809","Practice: The Taymount Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 16241","Practice: Red Practice, Whitefriars Surgery<br>\nCluster: Perth City Cluster<br>\nList Size: 7313","Practice: Perth City Medical Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 9442","Practice: Yellow Practice, Drumhar Health Centre<br>\nCluster: Perth City Cluster<br>\nList Size: 6772","Practice: Atholl Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4917","Practice: Stanley Medical Centre<br>\nCluster: North West Perthshire<br>\nList Size: 4309"],null,null,{"interactive":false,"permanent":false,"direction":"auto","opacity":1,"offset":[0,0],"textsize":"10px","textOnly":false,"className":"","sticky":true},null]},{"method":"addLegend","args":[{"colors":["#1E7F84 , #1E7F84 0.0355014534883542%, #4C7687 20.8644408914729%, #676C8A 41.6933803294574%, #7C608D 62.5223197674418%, #8E5191 83.3512592054263%, #9B4393 "],"labels":["0.125","0.130","0.135","0.140","0.145"],"na_color":null,"na_label":"NA","opacity":0.5,"position":"topright","type":"numeric","title":"Practices per 1,000 List Size","extra":{"p_1":0.0003550145348835423,"p_n":0.8335125920542631},"layerId":null,"className":"info 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information that they don't want to see. Each `add` function (`addMarkers()`, `addPolygons()`, `addLegend()` etc.) has an argument called `group` which allows us to collect everything that relates to a particular group of information. We can then `addLayersControl()` to create a control that allows us to switch groups on and off within the map. As an example we'll combine the polygon and point maps that we've created using the GP data. --- # Adding controls ``` r leaflet() %>% addTiles() %>% # Always add polygons first otherwise you cover up the points addPolygons(data = list_rate, color = ~pal_pop(Rate), `group = "PracticesSize"`) %>% addCircleMarkers(data = gpprac, color = ~pal_clus(GPCluster), radius = 2, fillOpacity = 1, opacity = 1, popup = glue::glue("Practice: {gpprac$GPPracticeName}<br> Cluster: {gpprac$GPCluster}<br> List Size: {gpprac$PracticeListSize}"), `group = "Clusters"`) %>% addLegend(position = "bottomleft", title = "Practices per 1,000 List Size", pal = pal_pop, values = list_rate$Rate, `group = "PracticesSize"`) %>% addLegend(position = "bottomleft", title = "GP Cluster", pal = pal_clus, values = gpprac$GPCluster, `group = "Clusters"`) %>% addLayersControl(position = "topright", options = layersControlOptions(collapsed = FALSE), `baseGroups = c("PracticesSize", "Clusters")`) ``` --- <div 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Size"}]},{"method":"addLegend","args":[{"colors":["#FFBF80","#FF8000","#FFFF99","#FFFF33","#B2FF8C","#33FF00","#A6EDFF","#1AB2FF","#CCBFFF","#664CFF","#FF99BF","#E61A33","#FFFFFF"],"labels":["Angus South East","Angus South West","Dundee 1","Dundee 2","Dundee 3","Dundee 4","Kinross/Errol/Bridge of Earn","North East/Angus","North West Angus","North West Perthshire","Perth City Cluster","Strathearn Cluster","Strathmore Cluster"],"na_color":null,"na_label":"NA","opacity":0.5,"position":"bottomleft","type":"factor","title":"GP Cluster","extra":null,"layerId":null,"className":"info legend","group":"Clusters"}]},{"method":"addLayersControl","args":[["Practice Size","Clusters"],[],{"collapsed":false,"autoZIndex":true,"position":"topright"}]}],"limits":{"lat":[56.1324210609114,56.98681642343887],"lng":[-4.720444633037147,-2.421172734158051]}},"evals":[],"jsHooks":[]}</script> --- # Group Task The code on the next slide will read in data on dispensing broken down by GP Practice and dispensing location. You should select a health board and then create a map using leaflet that has: - points or markers for dispensing location where the point or marker is coloured by the number of items dispensed - points or markers for GP practice where the point or marker is coloured by the number of items prescribed - Add a toggle to allow practices/dispensing locations to be turned on and off by the user. - locality borders filled based on the proportion of the population in the locality ages 65+ --- # Prescribing/Dispensing Data Set-up ``` r library(readr) library(dplyr) # Link to prescribing data presc_link <- "https://www.opendata.nhs.scot/dataset/4b4be829-c15e-480e-a2fc-996460ff63c6/resource/fa5bbede-475a-4ca9-a71f-3d521657e7c6/download/prescribed-dispensed-annual-2024.csv" # Link to dispenser information data disp_link <- "https://www.opendata.nhs.scot/dataset/a30fde16-1226-49b3-b13d-eb90e39c2058/resource/b287dcbe-8026-4c0b-9838-9f815be22e62/download/dispenser_contactdetails_mar_2024.csv" # Link to GP practice information GP_link <- "https://www.opendata.nhs.scot/dataset/f23655c3-6e23-4103-a511-a80d998adb90/resource/54a6e1e3-98a3-4e78-be0d-1e6d6ebdde1d/download/practice_contactdetails_jan2024-open-data.csv" prescribed <- read_csv(presc_link) gp_lookup <- read_csv(GP_link) disp_lookup <- read_csv(disp_link) gp_presc <- prescribed %>% group_by(PrescriberLocation) %>% summarise(Items = sum(NumberOfPaidItems)) %>% mutate(PrescriberLocation = as.numeric(PrescriberLocation)) %>% right_join(gp_lookup, by = join_by(PrescriberLocation == PracticeCode)) disp_presc <- prescribed %>% group_by(DispenserLocation) %>% summarise(Items = sum(NumberOfPaidItems)) %>% right_join(disp_lookup, by = join_by(DispenserLocation == DispCode)) %>% mutate(Items = if_else(is.na(Items), 0, Items)) ``` --- # Population Data Set-up ``` r locality_lookup <- read_csv("/conf/linkage/output/lookups/Unicode/Geography/HSCP Locality/HSCP Localities_DZ11_Lookup_20240513.csv") pops <- read_csv("/conf/linkage/output/lookups/Unicode/Populations/Estimates/DataZone2011_pop_est_2011_2021.csv") %>% filter(year == max(year)) %>% select(datazone2011, age65:age90plus, total_pop) %>% left_join(locality_lookup) %>% group_by(hscp_locality) %>% summarise(across(c(starts_with("age"), total_pop), sum)) %>% mutate(prop65plus = rowSums(across(starts_with("age")))/total_pop, .keep = "unused") ```